Traffic Accidents

Dataset statistics

Number of variables	21
Number of observations	3512392
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	1300
Duplicate rows (%)	< 0.1%
Total size in memory	562.7 MiB
Average record size in memory	168.0 B

Variable types

Numeric	10
Categorical	11

Alerts

Dataset has 1300 (< 0.1%) duplicate rows	Duplicates
`Crossing` is highly overall correlated with `Traffic_Signal`	High correlation
`Traffic_Signal` is highly overall correlated with `Crossing`	High correlation
`Amenity` is highly imbalanced (96.3%)	Imbalance
`Crossing` is highly imbalanced (65.2%)	Imbalance
`Give_Way` is highly imbalanced (97.9%)	Imbalance
`Junction` is highly imbalanced (73.4%)	Imbalance
`No_Exit` is highly imbalanced (98.9%)	Imbalance
`Railway` is highly imbalanced (96.5%)	Imbalance
`Stop` is highly imbalanced (92.7%)	Imbalance
`Traffic_Calming` is highly imbalanced (99.5%)	Imbalance
`Traffic_Signal` is highly imbalanced (52.7%)	Imbalance
`Duration_Seconds` is highly skewed (γ1 = 44.26266856)	Skewed
`Severity` is uniformly distributed	Uniform

Reproduction

Analysis started	2024-11-27 16:06:49.135022
Analysis finished	2024-11-27 16:10:05.007769
Duration	3 minutes and 15.87 seconds
Software version	ydata-profiling vv4.11.0
Download configuration	config.json

Distance(mi)
Real number (ℝ)

Distinct	1124405
Distinct (%)	32.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.6611225 × 10^-16

Minimum	-0.31162571
Maximum	216.3573
Zeros	0
Zeros (%)	0.0%
Negative	2745017
Negative (%)	78.2%
Memory size	26.8 MiB

Quantile statistics

Minimum	-0.31162571
5-th percentile	-0.31162571
Q1	-0.31162571
median	-0.30772302
Q3	-0.064424494
95-th percentile	1.173923
Maximum	216.3573
Range	216.66892
Interquartile range (IQR)	0.24720121

Descriptive statistics

Standard deviation	1.0000001
Coefficient of variation (CV)	3.7578132 × 10¹⁵
Kurtosis	1673.9463
Mean	2.6611225 × 10^-16
Median Absolute Deviation (MAD)	0.0039026897
Skewness	19.924736
Sum	1.6734703 × 10^-9
Variance	1.0000003
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.311625708	1711584	48.7%
-0.306720922	84939	2.4%
-0.3067209221	6100	0.2%
-0.3077018792	1387	< 0.1%
-0.3072114006	1315	< 0.1%
-0.3062304434	1265	< 0.1%
-0.2983827858	1231	< 0.1%
-0.301816136	1228	< 0.1%
-0.29691135	1224	< 0.1%
-0.299363743	1186	< 0.1%
Other values (1124395)	1700933	48.4%

Value	Count	Frequency (%)
-0.311625708	1711584	48.7%
-0.3116256961	1	< 0.1%
-0.3116256403	1	< 0.1%
-0.3116255749	1	< 0.1%
-0.3116255307	1	< 0.1%
-0.3116254697	1	< 0.1%
-0.3116254237	1	< 0.1%
-0.3116253982	1	< 0.1%
-0.3116253406	1	< 0.1%
-0.311625202	1	< 0.1%

Value	Count	Frequency (%)
216.3572954	1	< 0.1%
164.7687599	1	< 0.1%
163.3267516	1	< 0.1%
124.4661269	1	< 0.1%
122.9064085	1	< 0.1%
118.5509562	1	< 0.1%
102.7281192	1	< 0.1%
89.50481293	1	< 0.1%
85.85565095	1	< 0.1%
79.39114661	2	< 0.1%

Temperature(F)
Real number (ℝ)

Distinct	1875643
Distinct (%)	53.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-1.2629742 × 10^-15

Minimum	-8.6163943
Maximum	8.0760202
Zeros	0
Zeros (%)	0.0%
Negative	1545484
Negative (%)	44.0%
Memory size	26.8 MiB

Quantile statistics

Minimum	-8.6163943
5-th percentile	-1.8548385
Q1	-0.60854677
median	0.15155366
Q3	0.73909829
95-th percentile	1.3787944
Maximum	8.0760202
Range	16.692414
Interquartile range (IQR)	1.3476451

Descriptive statistics

Standard deviation	1.0000001
Coefficient of variation (CV)	-7.9178194 × 10¹⁴
Kurtosis	0.1867772
Mean	-1.2629742 × 10^-15
Median Absolute Deviation (MAD)	0.64973187
Skewness	-0.61446997
Sum	-4.7803042 × 10^-9
Variance	1.0000003
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.7448922394	38816	1.1%
0.5193190706	38549	1.1%
0.2373526095	36664	1.0%
0.4629257784	35628	1.0%
0.632105655	35507	1.0%
0.350139194	33937	1.0%
0.8576788239	32098	0.9%
-0.2701870204	32045	0.9%
0.01177944069	31511	0.9%
-0.04461385153	31505	0.9%
Other values (1875633)	3166132	90.1%

Value	Count	Frequency (%)
-8.616394268	4	< 0.1%
-5.853122949	1	< 0.1%
-5.841196849	1	< 0.1%
-5.683943073	1	< 0.1%
-5.571156488	23	< 0.1%
-5.565517195	1	< 0.1%
-5.545226452	1	< 0.1%
-5.531422643	1	< 0.1%
-5.493761139	1	< 0.1%
-5.447091245	1	< 0.1%

Value	Count	Frequency (%)
8.076020227	1	< 0.1%
7.060940967	1	< 0.1%
6.636863831	1	< 0.1%
6.102255	1	< 0.1%
6.023304391	1	< 0.1%
5.538322077	1	< 0.1%
4.87229758	1	< 0.1%
4.727002506	1	< 0.1%
4.564224822	1	< 0.1%
4.297669649	3	< 0.1%

Humidity(%)
Real number (ℝ)

Distinct	1856469
Distinct (%)	52.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-2.0367805 × 10^-15

Minimum	-2.8388714
Maximum	1.542379
Zeros	0
Zeros (%)	0.0%
Negative	1622247
Negative (%)	46.2%
Memory size	26.8 MiB

Quantile statistics

Minimum	-2.8388714
5-th percentile	-1.8652602
Q1	-0.71207283
median	0.12621722
Q3	0.83429809
95-th percentile	1.3653587
Maximum	1.542379
Range	4.3812504
Interquartile range (IQR)	1.5463709

Descriptive statistics

Standard deviation	1.0000001
Coefficient of variation (CV)	-4.9097098 × 10¹⁴
Kurtosis	-0.58601353
Mean	-2.0367805 × 10^-15
Median Absolute Deviation (MAD)	0.75233592
Skewness	-0.49340084
Sum	-6.522896 × 10^-9
Variance	1.0000003
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.542378954	73331	2.1%
1.232593574	66741	1.9%
1.099828411	39481	1.1%
0.9670632481	39423	1.1%
1.365358737	30538	0.9%
1.055573357	29930	0.9%
0.8342980852	29815	0.8%
1.276848628	29646	0.8%
0.7015329223	27940	0.8%
0.5687677594	27126	0.8%
Other values (1856459)	3118421	88.8%

Value	Count	Frequency (%)
-2.838871421	5	< 0.1%
-2.794616367	32	< 0.1%
-2.790840726	1	< 0.1%
-2.786778631	1	< 0.1%
-2.785544517	1	< 0.1%
-2.780980555	1	< 0.1%
-2.775682035	1	< 0.1%
-2.774477351	1	< 0.1%
-2.770729633	1	< 0.1%
-2.765302559	1	< 0.1%

Value	Count	Frequency (%)
1.542378954	73331	2.1%
1.542375543	1	< 0.1%
1.542374991	1	< 0.1%
1.542374647	1	< 0.1%
1.542372725	1	< 0.1%
1.542368432	1	< 0.1%
1.542366887	1	< 0.1%
1.542363032	1	< 0.1%
1.542359929	1	< 0.1%
1.542358175	1	< 0.1%

Pressure(in)
Real number (ℝ)

Distinct	1915329
Distinct (%)	54.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.1373418 × 10^-14

Minimum	-29.716689
Maximum	29.375982
Zeros	0
Zeros (%)	0.0%
Negative	1169583
Negative (%)	33.3%
Memory size	26.8 MiB

Quantile statistics

Minimum	-29.716689
5-th percentile	-1.9473088
Q1	-0.18562827
median	0.31089211
Q3	0.53144915
95-th percentile	0.76140229
Maximum	29.375982
Range	59.092671
Interquartile range (IQR)	0.71707743

Descriptive statistics

Standard deviation	1.0000001
Coefficient of variation (CV)	3.1874122 × 10¹³
Kurtosis	17.893053
Mean	3.1373418 × 10^-14
Median Absolute Deviation (MAD)	0.29412541
Skewness	-3.3782853
Sum	1.1045995 × 10^-7
Variance	1.0000003
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.4966410593	28002	0.8%
0.5271904324	27744	0.8%
0.5475566812	27358	0.8%
0.4762748106	26669	0.8%
0.5781060542	26461	0.8%
0.598472303	25088	0.7%
0.4457254375	24648	0.7%
0.5068241837	24570	0.7%
0.5373735568	24557	0.7%
0.5679229299	24540	0.7%
Other values (1915319)	3252755	92.6%

Value	Count	Frequency (%)
-29.71668892	1	< 0.1%
-29.7065058	3	< 0.1%
-26.96724535	1	< 0.1%
-26.95706222	2	< 0.1%
-26.9468791	2	< 0.1%
-18.19613393	1	< 0.1%
-12.99599872	1	< 0.1%
-12.88398435	1	< 0.1%
-10.28728764	1	< 0.1%
-10.13454078	1	< 0.1%

Value	Count	Frequency (%)
29.37598175	1	< 0.1%
29.15195302	1	< 0.1%
29.09085427	1	< 0.1%
28.58169805	1	< 0.1%
26.50219086	1	< 0.1%
24.83931437	1	< 0.1%
23.71416461	1	< 0.1%
10.95011425	1	< 0.1%
10.16042608	1	< 0.1%
9.88903008	1	< 0.1%

Visibility(mi)
Real number (ℝ)

Distinct	509336
Distinct (%)	14.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-1.2649162 × 10^-16

Minimum	-3.8777941
Maximum	42.894767
Zeros	0
Zeros (%)	0.0%
Negative	694537
Negative (%)	19.8%
Memory size	26.8 MiB

Quantile statistics

Minimum	-3.8777941
5-th percentile	-2.2359955
Q1	0.33595008
median	0.33595008
Q3	0.33595008
95-th percentile	0.33595008
Maximum	42.894767
Range	46.772561
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.0000001
Coefficient of variation (CV)	-7.905663 × 10¹⁵
Kurtosis	80.165104
Mean	-1.2649162 × 10^-16
Median Absolute Deviation (MAD)	0
Skewness	2.193761
Sum	8.1490725 × 10^-10
Variance	1.0000003
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.3359500846	2670321	76.0%
-0.928173179	49520	1.4%
-0.08542433662	40285	1.1%
-0.5067987578	32304	0.9%
-1.770922021	32192	0.9%
-1.3495476	27583	0.8%
-2.192296443	26760	0.8%
-2.613670864	26483	0.8%
-3.035045285	25481	0.7%
-3.456419706	19807	0.6%
Other values (509326)	561656	16.0%

Value	Count	Frequency (%)
-3.877794127	1153	< 0.1%
-3.876701845	1	< 0.1%
-3.876467326	1	< 0.1%
-3.876173263	1	< 0.1%
-3.875722741	1	< 0.1%
-3.87521848	1	< 0.1%
-3.875119917	1	< 0.1%
-3.874803376	1	< 0.1%
-3.874690077	1	< 0.1%
-3.874613379	1	< 0.1%

Value	Count	Frequency (%)
42.89476662	1	< 0.1%
38.25964799	6	< 0.1%
34.04590378	3	< 0.1%
31.9777354	1	< 0.1%
29.83215957	32	< 0.1%
29.13729807	1	< 0.1%
27.72528746	55	< 0.1%
27.66837187	1	< 0.1%
27.60820874	1	< 0.1%
26.98868201	1	< 0.1%

Wind_Direction
Real number (ℝ)

Distinct	18
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.4574385 × 10^-17

Minimum	-1.4647811
Maximum	1.7873691
Zeros	0
Zeros (%)	0.0%
Negative	1668072
Negative (%)	47.5%
Memory size	26.8 MiB

Quantile statistics

Minimum	-1.4647811
5-th percentile	-1.4647811
Q1	-0.89087228
median	0.065642487
Q3	0.8308543
95-th percentile	1.5960661
Maximum	1.7873691
Range	3.2521502
Interquartile range (IQR)	1.7217266

Descriptive statistics

Standard deviation	1.0000001
Coefficient of variation (CV)	1.3409432 × 10¹⁶
Kurtosis	-1.2184889
Mean	7.4574385 × 10^-17
Median Absolute Deviation (MAD)	0.76521182
Skewness	0.012854768
Sum	3.1159608 × 10^-10
Variance	1.0000003
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=18)

Value	Count	Frequency (%)
-1.464781148	470867	13.4%
0.2569454415	268174	7.6%
0.8308543048	207207	5.9%
1.404763168	206835	5.9%
-0.6995693305	204385	5.8%
0.06564248714	202253	5.8%
0.6395513504	195316	5.6%
1.022157259	192201	5.5%
-0.1256604673	186981	5.3%
0.4482483959	182203	5.2%
Other values (8)	1195970	34.1%

Value	Count	Frequency (%)
-1.464781148	470867	13.4%
-1.273478194	181410	5.2%
-1.082175239	150971	4.3%
-0.8908722849	155168	4.4%
-0.6995693305	204385	5.8%
-0.5082663761	158365	4.5%
-0.3169634217	159925	4.6%
-0.1256604673	186981	5.3%
0.06564248714	202253	5.8%
0.2569454415	268174	7.6%

Value	Count	Frequency (%)
1.787369077	84354	2.4%
1.596066122	131332	3.7%
1.404763168	206835	5.9%
1.213460214	174445	5.0%
1.022157259	192201	5.5%
0.8308543048	207207	5.9%
0.6395513504	195316	5.6%
0.4482483959	182203	5.2%
0.2569454415	268174	7.6%
0.06564248714	202253	5.8%

Wind_Speed(mph)
Real number (ℝ)

Distinct	1712599
Distinct (%)	48.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-5.0416201 × 10^-16

Minimum	-1.6227425
Maximum	174.03158
Zeros	0
Zeros (%)	0.0%
Negative	1846147
Negative (%)	52.6%
Memory size	26.8 MiB

Quantile statistics

Minimum	-1.6227425
5-th percentile	-1.6227425
Q1	-0.59625572
median	-0.097809402
Q3	0.51209365
95-th percentile	1.7929953
Maximum	174.03158
Range	175.65432
Interquartile range (IQR)	1.1083494

Descriptive statistics

Standard deviation	1.0000001
Coefficient of variation (CV)	-1.9834897 × 10¹⁵
Kurtosis	604.92832
Mean	-5.0416201 × 10^-16
Median Absolute Deviation (MAD)	0.54290847
Skewness	4.7633551
Sum	4.7293724 × 10^-11
Variance	1.0000003
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-1.622742498	230012	6.5%
0.01798359913	134474	3.8%
-0.555324426	110154	3.1%
-0.3418408117	106254	3.0%
-0.9822916546	104446	3.0%
-0.1283571973	98645	2.8%
0.08512641699	87010	2.5%
0.2986100313	77979	2.2%
-0.6407178717	68009	1.9%
-0.3845375345	67103	1.9%
Other values (1712589)	2428306	69.1%

Value	Count	Frequency (%)
-1.622742498	230012	6.5%
-1.622740869	1	< 0.1%
-1.62274072	1	< 0.1%
-1.622734507	1	< 0.1%
-1.622731966	1	< 0.1%
-1.622729354	1	< 0.1%
-1.622727059	1	< 0.1%
-1.622726042	1	< 0.1%
-1.622723348	1	< 0.1%
-1.622716321	1	< 0.1%

Value	Count	Frequency (%)
174.0315754	2	< 0.1%
122.1977538	1	< 0.1%
52.81557915	1	< 0.1%
50.25377578	1	< 0.1%
47.90545603	1	< 0.1%
47.4784888	1	< 0.1%
45.65925011	1	< 0.1%
45.46710683	1	< 0.1%
44.06275097	2	< 0.1%
35.73689001	1	< 0.1%

Weather_Condition
Real number (ℝ)

Distinct	143
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.3144171 × 10^-17

Minimum	-1.1493993
Maximum	2.7579964
Zeros	0
Zeros (%)	0.0%
Negative	2069211
Negative (%)	58.9%
Memory size	26.8 MiB

Quantile statistics

Minimum	-1.1493993
5-th percentile	-0.98429812
Q1	-0.76416315
median	-0.73664628
Q3	1.1620179
95-th percentile	1.354636
Maximum	2.7579964
Range	3.9073957
Interquartile range (IQR)	1.926181

Descriptive statistics

Standard deviation	1.0000001
Coefficient of variation (CV)	3.0171222 × 10¹⁶
Kurtosis	-1.5040685
Mean	3.3144171 × 10^-17
Median Absolute Deviation (MAD)	0.24765184
Skewness	0.48836104
Sum	1.5962609 × 10^-10
Variance	1.0000003
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.7366462752	1022804	29.1%
1.162017856	392458	11.2%
-0.9842981184	364698	10.4%
-0.956781247	253823	7.2%
1.327119085	213430	6.1%
1.244568471	184271	5.2%
0.5291298124	111245	3.2%
1.739872157	76222	2.2%
1.189534728	44991	1.3%
-0.9292643755	43707	1.2%
Other values (133)	804743	22.9%

Value	Count	Frequency (%)
-1.149399347	20	< 0.1%
-1.121882476	79	< 0.1%
-1.094365604	24	< 0.1%
-1.066848733	207	< 0.1%
-1.039331861	222	< 0.1%
-1.01181499	135	< 0.1%
-0.9842981184	364698	10.4%
-0.956781247	253823	7.2%
-0.9292643755	43707	1.2%
-0.901747504	40566	1.2%

Value	Count	Frequency (%)
2.757996401	58	< 0.1%
2.73047953	1883	0.1%
2.702962658	57	< 0.1%
2.675445787	89	< 0.1%
2.647928915	72	< 0.1%
2.620412044	59	< 0.1%
2.592895173	69	< 0.1%
2.565378301	835	< 0.1%
2.53786143	1602	< 0.1%
2.510344558	3382	0.1%

Amenity
Categorical

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	26.8 MiB

-0.06321243402403585	3498413
15.819672433745573	13979

Length

Max length	20
Median length	20
Mean length	19.99204
Min length	18

Characters and Unicode

Total characters	70219882
Distinct characters	12
Distinct categories	3 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	-0.06321243402403585
2nd row	-0.06321243402403585
3rd row	-0.06321243402403585
4th row	-0.06321243402403585
5th row	-0.06321243402403585

Common Values

Value	Count	Frequency (%)
-0.06321243402403585	3498413	99.6%
15.819672433745573	13979	0.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.06321243402403585	3498413	99.6%
15.819672433745573	13979	0.4%

Most occurring characters

Value	Count	Frequency (%)
0	13993652	19.9%
3	10537176	15.0%
4	10523197	15.0%
2	10509218	15.0%
5	7038763	10.0%
1	3526371	5.0%
.	3512392	5.0%
6	3512392	5.0%
8	3512392	5.0%
-	3498413	5.0%
Other values (2)	55916	0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	63209077	90.0%
Other Punctuation	3512392	5.0%
Dash Punctuation	3498413	5.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	13993652	22.1%
3	10537176	16.7%
4	10523197	16.6%
2	10509218	16.6%
5	7038763	11.1%
1	3526371	5.6%
6	3512392	5.6%
8	3512392	5.6%
7	41937	0.1%
9	13979	< 0.1%

Other Punctuation

Value	Count	Frequency (%)
.	3512392	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	3498413	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	70219882	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	13993652	19.9%
3	10537176	15.0%
4	10523197	15.0%
2	10509218	15.0%
5	7038763	10.0%
1	3526371	5.0%
.	3512392	5.0%
6	3512392	5.0%
8	3512392	5.0%
-	3498413	5.0%
Other values (2)	55916	0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	70219882	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	13993652	19.9%
3	10537176	15.0%
4	10523197	15.0%
2	10509218	15.0%
5	7038763	10.0%
1	3526371	5.0%
.	3512392	5.0%
6	3512392	5.0%
8	3512392	5.0%
-	3498413	5.0%
Other values (2)	55916	0.1%

Crossing
Categorical

High correlation Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	26.8 MiB

-0.2642536442661127	3283131
3.7842429866093523	229261

Length

Max length	19
Median length	19
Mean length	18.934728
Min length	18

Characters and Unicode

Total characters	66506187
Distinct characters	12
Distinct categories	3 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	-0.2642536442661127
2nd row	-0.2642536442661127
3rd row	3.7842429866093523
4th row	-0.2642536442661127
5th row	3.7842429866093523

Common Values

Value	Count	Frequency (%)
-0.2642536442661127	3283131	93.5%
3.7842429866093523	229261	6.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.2642536442661127	3283131	93.5%
3.7842429866093523	229261	6.5%

Most occurring characters

Value	Count	Frequency (%)
2	13820307	20.8%
6	13591046	20.4%
4	10307915	15.5%
1	6566262	9.9%
3	3970914	6.0%
0	3512392	5.3%
.	3512392	5.3%
5	3512392	5.3%
7	3512392	5.3%
-	3283131	4.9%
Other values (2)	917044	1.4%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	59710664	89.8%
Other Punctuation	3512392	5.3%
Dash Punctuation	3283131	4.9%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
2	13820307	23.1%
6	13591046	22.8%
4	10307915	17.3%
1	6566262	11.0%
3	3970914	6.7%
0	3512392	5.9%
5	3512392	5.9%
7	3512392	5.9%
8	458522	0.8%
9	458522	0.8%

Other Punctuation

Value	Count	Frequency (%)
.	3512392	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	3283131	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	66506187	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
2	13820307	20.8%
6	13591046	20.4%
4	10307915	15.5%
1	6566262	9.9%
3	3970914	6.0%
0	3512392	5.3%
.	3512392	5.3%
5	3512392	5.3%
7	3512392	5.3%
-	3283131	4.9%
Other values (2)	917044	1.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	66506187	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
2	13820307	20.8%
6	13591046	20.4%
4	10307915	15.5%
1	6566262	9.9%
3	3970914	6.0%
0	3512392	5.3%
.	3512392	5.3%
5	3512392	5.3%
7	3512392	5.3%
-	3283131	4.9%
Other values (2)	917044	1.4%

Give_Way
Categorical

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	26.8 MiB

-0.04440461591472006	3505480
22.52018127846251	6912

Length

Max length	20
Median length	20
Mean length	19.994096
Min length	17

Characters and Unicode

Total characters	70227104
Distinct characters	11
Distinct categories	3 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	-0.04440461591472006
2nd row	-0.04440461591472006
3rd row	-0.04440461591472006
4th row	-0.04440461591472006
5th row	-0.04440461591472006

Common Values

Value	Count	Frequency (%)
-0.04440461591472006	3505480	99.8%
22.52018127846251	6912	0.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.04440461591472006	3505480	99.8%
22.52018127846251	6912	0.2%

Most occurring characters

Value	Count	Frequency (%)
0	17534312	25.0%
4	17534312	25.0%
1	7031696	10.0%
6	7017872	10.0%
2	3540040	5.0%
5	3519304	5.0%
.	3512392	5.0%
7	3512392	5.0%
-	3505480	5.0%
9	3505480	5.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	63209232	90.0%
Other Punctuation	3512392	5.0%
Dash Punctuation	3505480	5.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	17534312	27.7%
4	17534312	27.7%
1	7031696	11.1%
6	7017872	11.1%
2	3540040	5.6%
5	3519304	5.6%
7	3512392	5.6%
9	3505480	5.5%
8	13824	< 0.1%

Other Punctuation

Value	Count	Frequency (%)
.	3512392	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	3505480	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	70227104	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	17534312	25.0%
4	17534312	25.0%
1	7031696	10.0%
6	7017872	10.0%
2	3540040	5.0%
5	3519304	5.0%
.	3512392	5.0%
7	3512392	5.0%
-	3505480	5.0%
9	3505480	5.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	70227104	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	17534312	25.0%
4	17534312	25.0%
1	7031696	10.0%
6	7017872	10.0%
2	3540040	5.0%
5	3519304	5.0%
.	3512392	5.0%
7	3512392	5.0%
-	3505480	5.0%
9	3505480	5.0%

Junction
Categorical

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	26.8 MiB

-0.21756616363716788	3353647
4.596302951168838	158745

Length

Max length	20
Median length	20
Mean length	19.864413
Min length	17

Characters and Unicode

Total characters	69771605
Distinct characters	12
Distinct categories	3 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	-0.21756616363716788
2nd row	-0.21756616363716788
3rd row	-0.21756616363716788
4th row	-0.21756616363716788
5th row	-0.21756616363716788

Common Values

Value	Count	Frequency (%)
-0.21756616363716788	3353647	95.5%
4.596302951168838	158745	4.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.21756616363716788	3353647	95.5%
4.596302951168838	158745	4.5%

Most occurring characters

Value	Count	Frequency (%)
6	17085725	24.5%
1	10378431	14.9%
7	10060941	14.4%
8	7183529	10.3%
3	7024784	10.1%
5	3671137	5.3%
0	3512392	5.0%
.	3512392	5.0%
2	3512392	5.0%
-	3353647	4.8%
Other values (2)	476235	0.7%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	62905566	90.2%
Other Punctuation	3512392	5.0%
Dash Punctuation	3353647	4.8%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
6	17085725	27.2%
1	10378431	16.5%
7	10060941	16.0%
8	7183529	11.4%
3	7024784	11.2%
5	3671137	5.8%
0	3512392	5.6%
2	3512392	5.6%
9	317490	0.5%
4	158745	0.3%

Other Punctuation

Value	Count	Frequency (%)
.	3512392	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	3353647	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	69771605	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
6	17085725	24.5%
1	10378431	14.9%
7	10060941	14.4%
8	7183529	10.3%
3	7024784	10.1%
5	3671137	5.3%
0	3512392	5.0%
.	3512392	5.0%
2	3512392	5.0%
-	3353647	4.8%
Other values (2)	476235	0.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	69771605	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
6	17085725	24.5%
1	10378431	14.9%
7	10060941	14.4%
8	7183529	10.3%
3	7024784	10.1%
5	3671137	5.3%
0	3512392	5.0%
.	3512392	5.0%
2	3512392	5.0%
-	3353647	4.8%
Other values (2)	476235	0.7%

No_Exit
Categorical

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	26.8 MiB

-0.030856267985433485	3509051
32.408326258770835	3341

Length

Max length	21
Median length	21
Mean length	20.997146
Min length	18

Characters and Unicode

Total characters	73750209
Distinct characters	11
Distinct categories	3 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	-0.030856267985433485
2nd row	-0.030856267985433485
3rd row	-0.030856267985433485
4th row	-0.030856267985433485
5th row	-0.030856267985433485

Common Values

Value	Count	Frequency (%)
-0.030856267985433485	3509051	99.9%
32.408326258770835	3341	0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.030856267985433485	3509051	99.9%
32.408326258770835	3341	0.1%

Most occurring characters

Value	Count	Frequency (%)
3	10537176	14.3%
8	10537176	14.3%
0	10533835	14.3%
5	10533835	14.3%
6	7021443	9.5%
4	7021443	9.5%
2	3519074	4.8%
7	3515733	4.8%
.	3512392	4.8%
-	3509051	4.8%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	66728766	90.5%
Other Punctuation	3512392	4.8%
Dash Punctuation	3509051	4.8%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
3	10537176	15.8%
8	10537176	15.8%
0	10533835	15.8%
5	10533835	15.8%
6	7021443	10.5%
4	7021443	10.5%
2	3519074	5.3%
7	3515733	5.3%
9	3509051	5.3%

Other Punctuation

Value	Count	Frequency (%)
.	3512392	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	3509051	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	73750209	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
3	10537176	14.3%
8	10537176	14.3%
0	10533835	14.3%
5	10533835	14.3%
6	7021443	9.5%
4	7021443	9.5%
2	3519074	4.8%
7	3515733	4.8%
.	3512392	4.8%
-	3509051	4.8%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	73750209	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
3	10537176	14.3%
8	10537176	14.3%
0	10533835	14.3%
5	10533835	14.3%
6	7021443	9.5%
4	7021443	9.5%
2	3519074	4.8%
7	3515733	4.8%
.	3512392	4.8%
-	3509051	4.8%

Railway
Categorical

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	26.8 MiB

-0.0611780507827015	3499295
16.345731634240927	13097

Length

Max length	19
Median length	19
Mean length	18.996271
Min length	18

Characters and Unicode

Total characters	66722351
Distinct characters	12
Distinct categories	3 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	-0.0611780507827015
2nd row	-0.0611780507827015
3rd row	-0.0611780507827015
4th row	-0.0611780507827015
5th row	-0.0611780507827015

Common Values

Value	Count	Frequency (%)
-0.0611780507827015	3499295	99.6%
16.345731634240927	13097	0.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0611780507827015	3499295	99.6%
16.345731634240927	13097	0.4%

Most occurring characters

Value	Count	Frequency (%)
0	17509572	26.2%
1	10524079	15.8%
7	10524079	15.8%
5	7011687	10.5%
8	6998590	10.5%
6	3525489	5.3%
2	3525489	5.3%
.	3512392	5.3%
-	3499295	5.2%
3	39291	0.1%
Other values (2)	52388	0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	59710664	89.5%
Other Punctuation	3512392	5.3%
Dash Punctuation	3499295	5.2%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	17509572	29.3%
1	10524079	17.6%
7	10524079	17.6%
5	7011687	11.7%
8	6998590	11.7%
6	3525489	5.9%
2	3525489	5.9%
3	39291	0.1%
4	39291	0.1%
9	13097	< 0.1%

Other Punctuation

Value	Count	Frequency (%)
.	3512392	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	3499295	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	66722351	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	17509572	26.2%
1	10524079	15.8%
7	10524079	15.8%
5	7011687	10.5%
8	6998590	10.5%
6	3525489	5.3%
2	3525489	5.3%
.	3512392	5.3%
-	3499295	5.2%
3	39291	0.1%
Other values (2)	52388	0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	66722351	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	17509572	26.2%
1	10524079	15.8%
7	10524079	15.8%
5	7011687	10.5%
8	6998590	10.5%
6	3525489	5.3%
2	3525489	5.3%
.	3512392	5.3%
-	3499295	5.2%
3	39291	0.1%
Other values (2)	52388	0.1%

Stop
Categorical

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	26.8 MiB

-0.09412835311470476	3481545
10.623791524126649	30847

Length

Max length	20
Median length	20
Mean length	19.982435
Min length	18

Characters and Unicode

Total characters	70186146
Distinct characters	12
Distinct categories	3 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	-0.09412835311470476
2nd row	-0.09412835311470476
3rd row	-0.09412835311470476
4th row	-0.09412835311470476
5th row	-0.09412835311470476

Common Values

Value	Count	Frequency (%)
-0.09412835311470476	3481545	99.1%
10.623791524126649	30847	0.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.09412835311470476	3481545	99.1%
10.623791524126649	30847	0.9%

Most occurring characters

Value	Count	Frequency (%)
1	10537176	15.0%
4	10506329	15.0%
0	10475482	14.9%
3	6993937	10.0%
7	6993937	10.0%
2	3574086	5.1%
6	3574086	5.1%
9	3543239	5.0%
.	3512392	5.0%
5	3512392	5.0%
Other values (2)	6963090	9.9%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	63192209	90.0%
Other Punctuation	3512392	5.0%
Dash Punctuation	3481545	5.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	10537176	16.7%
4	10506329	16.6%
0	10475482	16.6%
3	6993937	11.1%
7	6993937	11.1%
2	3574086	5.7%
6	3574086	5.7%
9	3543239	5.6%
5	3512392	5.6%
8	3481545	5.5%

Other Punctuation

Value	Count	Frequency (%)
.	3512392	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	3481545	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	70186146	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	10537176	15.0%
4	10506329	15.0%
0	10475482	14.9%
3	6993937	10.0%
7	6993937	10.0%
2	3574086	5.1%
6	3574086	5.1%
9	3543239	5.0%
.	3512392	5.0%
5	3512392	5.0%
Other values (2)	6963090	9.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	70186146	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	10537176	15.0%
4	10506329	15.0%
0	10475482	14.9%
3	6993937	10.0%
7	6993937	10.0%
2	3574086	5.1%
6	3574086	5.1%
9	3543239	5.0%
.	3512392	5.0%
5	3512392	5.0%
Other values (2)	6963090	9.9%

Traffic_Calming
Categorical

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	26.8 MiB

-0.01886821470742019	3511142
52.99918489939259	1250

Length

Max length	20
Median length	20
Mean length	19.998932
Min length	17

Characters and Unicode

Total characters	70244090
Distinct characters	12
Distinct categories	3 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	-0.01886821470742019
2nd row	-0.01886821470742019
3rd row	-0.01886821470742019
4th row	-0.01886821470742019
5th row	-0.01886821470742019

Common Values

Value	Count	Frequency (%)
-0.01886821470742019	3511142	> 99.9%
52.99918489939259	1250	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.01886821470742019	3511142	> 99.9%
52.99918489939259	1250	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
0	14044568	20.0%
8	10535926	15.0%
1	10534676	15.0%
2	7024784	10.0%
4	7023534	10.0%
7	7022284	10.0%
9	3519892	5.0%
.	3512392	5.0%
-	3511142	5.0%
6	3511142	5.0%
Other values (2)	3750	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	63220556	90.0%
Other Punctuation	3512392	5.0%
Dash Punctuation	3511142	5.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	14044568	22.2%
8	10535926	16.7%
1	10534676	16.7%
2	7024784	11.1%
4	7023534	11.1%
7	7022284	11.1%
9	3519892	5.6%
6	3511142	5.6%
5	2500	< 0.1%
3	1250	< 0.1%

Other Punctuation

Value	Count	Frequency (%)
.	3512392	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	3511142	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	70244090	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	14044568	20.0%
8	10535926	15.0%
1	10534676	15.0%
2	7024784	10.0%
4	7023534	10.0%
7	7022284	10.0%
9	3519892	5.0%
.	3512392	5.0%
-	3511142	5.0%
6	3511142	5.0%
Other values (2)	3750	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	70244090	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	14044568	20.0%
8	10535926	15.0%
1	10534676	15.0%
2	7024784	10.0%
4	7023534	10.0%
7	7022284	10.0%
9	3519892	5.0%
.	3512392	5.0%
-	3511142	5.0%
6	3511142	5.0%
Other values (2)	3750	< 0.1%

Traffic_Signal
Categorical

High correlation Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	26.8 MiB

-0.33555425835747843	3156932
2.9801439710375037	355460

Length

Max length	20
Median length	20
Mean length	19.797597
Min length	18

Characters and Unicode

Total characters	69536920
Distinct characters	11
Distinct categories	3 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	-0.33555425835747843
2nd row	-0.33555425835747843
3rd row	-0.33555425835747843
4th row	-0.33555425835747843
5th row	-0.33555425835747843

Common Values

Value	Count	Frequency (%)
-0.33555425835747843	3156932	89.9%
2.9801439710375037	355460	10.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.33555425835747843	3156932	89.9%
2.9801439710375037	355460	10.1%

Most occurring characters

Value	Count	Frequency (%)
5	16140120	23.2%
3	13694108	19.7%
4	9826256	14.1%
7	7380244	10.6%
8	6669324	9.6%
0	4223312	6.1%
.	3512392	5.1%
2	3512392	5.1%
-	3156932	4.5%
9	710920	1.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	62867596	90.4%
Other Punctuation	3512392	5.1%
Dash Punctuation	3156932	4.5%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
5	16140120	25.7%
3	13694108	21.8%
4	9826256	15.6%
7	7380244	11.7%
8	6669324	10.6%
0	4223312	6.7%
2	3512392	5.6%
9	710920	1.1%
1	710920	1.1%

Other Punctuation

Value	Count	Frequency (%)
.	3512392	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	3156932	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	69536920	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
5	16140120	23.2%
3	13694108	19.7%
4	9826256	14.1%
7	7380244	10.6%
8	6669324	9.6%
0	4223312	6.1%
.	3512392	5.1%
2	3512392	5.1%
-	3156932	4.5%
9	710920	1.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	69536920	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
5	16140120	23.2%
3	13694108	19.7%
4	9826256	14.1%
7	7380244	10.6%
8	6669324	9.6%
0	4223312	6.1%
.	3512392	5.1%
2	3512392	5.1%
-	3156932	4.5%
9	710920	1.0%

Civil_Twilight
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	26.8 MiB

0.7139698745558026	2326468
-1.400619319718708	1185924

Length

Max length	18
Median length	18
Mean length	18
Min length	18

Characters and Unicode

Total characters	63223056
Distinct characters	12
Distinct categories	3 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.7139698745558026
2nd row	0.7139698745558026
3rd row	0.7139698745558026
4th row	-1.400619319718708
5th row	0.7139698745558026

Common Values

Value	Count	Frequency (%)
0.7139698745558026	2326468	66.2%
-1.400619319718708	1185924	33.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.7139698745558026	2326468	66.2%
1.400619319718708	1185924	33.8%

Most occurring characters

Value	Count	Frequency (%)
0	8210708	13.0%
1	7070164	11.2%
7	7024784	11.1%
9	7024784	11.1%
8	7024784	11.1%
5	6979404	11.0%
6	5838860	9.2%
.	3512392	5.6%
3	3512392	5.6%
4	3512392	5.6%
Other values (2)	3512392	5.6%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	58524740	92.6%
Other Punctuation	3512392	5.6%
Dash Punctuation	1185924	1.9%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	8210708	14.0%
1	7070164	12.1%
7	7024784	12.0%
9	7024784	12.0%
8	7024784	12.0%
5	6979404	11.9%
6	5838860	10.0%
3	3512392	6.0%
4	3512392	6.0%
2	2326468	4.0%

Other Punctuation

Value	Count	Frequency (%)
.	3512392	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	1185924	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	63223056	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	8210708	13.0%
1	7070164	11.2%
7	7024784	11.1%
9	7024784	11.1%
8	7024784	11.1%
5	6979404	11.0%
6	5838860	9.2%
.	3512392	5.6%
3	3512392	5.6%
4	3512392	5.6%
Other values (2)	3512392	5.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	63223056	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	8210708	13.0%
1	7070164	11.2%
7	7024784	11.1%
9	7024784	11.1%
8	7024784	11.1%
5	6979404	11.0%
6	5838860	9.2%
.	3512392	5.6%
3	3512392	5.6%
4	3512392	5.6%
Other values (2)	3512392	5.6%

Duration_Seconds
Real number (ℝ)

Skewed

Distinct	1424948
Distinct (%)	40.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.4505113 × 10^-18

Minimum	-0.035802414
Maximum	106.62736
Zeros	0
Zeros (%)	0.0%
Negative	3463635
Negative (%)	98.6%
Memory size	26.8 MiB

Quantile statistics

Minimum	-0.035802414
5-th percentile	-0.034016047
Q1	-0.033873766
median	-0.031875656
Q3	-0.027786906
95-th percentile	-0.011570166
Maximum	106.62736
Range	106.66317
Interquartile range (IQR)	0.0060868595

Descriptive statistics

Standard deviation	1.0000001
Coefficient of variation (CV)	2.2469332 × 10¹⁷
Kurtosis	2434.0988
Mean	4.4505113 × 10^-18
Median Absolute Deviation (MAD)	0.0020070834
Skewness	44.262669
Sum	-1.0777512 × 10^-10
Variance	1.0000003
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.01157016606	286118	8.1%
-0.03487148717	114460	3.3%
-0.03284528534	80778	2.3%
-0.03385838625	56582	1.6%
-0.03352293728	42424	1.2%
-0.03183218442	37849	1.1%
-0.03149673545	25825	0.7%
-0.03387864827	15699	0.4%
-0.03387977394	15598	0.4%
-0.0338775226	15447	0.4%
Other values (1424938)	2821612	80.3%

Value	Count	Frequency (%)
-0.03580241435	1	< 0.1%
-0.03568196791	2	< 0.1%
-0.03564819788	1	< 0.1%
-0.0356326182	1	< 0.1%
-0.03561442785	1	< 0.1%
-0.03554688778	2	< 0.1%
-0.03552196226	1	< 0.1%
-0.03551311775	2	< 0.1%
-0.03550414765	1	< 0.1%
-0.03550411241	1	< 0.1%

Value	Count	Frequency (%)
106.6273649	1	< 0.1%
106.6107599	1	< 0.1%
106.6025226	1	< 0.1%
106.5934645	1	< 0.1%
106.5755263	1	< 0.1%
106.5720002	1	< 0.1%
106.5670211	1	< 0.1%
106.5625647	1	< 0.1%
106.5625343	1	< 0.1%
106.4871264	1	< 0.1%

cluster
Real number (ℝ)

Distinct	10000
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9.9432514 × 10^-17

Minimum	-1.3042532
Maximum	2.1592011
Zeros	0
Zeros (%)	0.0%
Negative	1953159
Negative (%)	55.6%
Memory size	26.8 MiB

Quantile statistics

Minimum	-1.3042532
5-th percentile	-1.248486
Q1	-0.90072045
median	-0.19652977
Q3	0.78476497
95-th percentile	1.8311792
Maximum	2.1592011
Range	3.4634543
Interquartile range (IQR)	1.6854854

Descriptive statistics

Standard deviation	1.0000001
Coefficient of variation (CV)	1.0057074 × 10¹⁶
Kurtosis	-0.97880873
Mean	9.9432514 × 10^-17
Median Absolute Deviation (MAD)	0.80083072
Skewness	0.48164241
Sum	2.1827873 × 10^-10
Variance	1.0000003
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-1.248486036	15722	0.4%
-1.26961522	13831	0.4%
-1.211423369	10476	0.3%
-1.093654145	9629	0.3%
-1.123789211	7515	0.2%
-1.193757985	5571	0.2%
-1.181288303	4877	0.1%
-1.287280604	4825	0.1%
-1.087419304	4293	0.1%
-1.298018386	3876	0.1%
Other values (9990)	3431777	97.7%

Value	Count	Frequency (%)
-1.304253227	168	< 0.1%
-1.303906847	294	< 0.1%
-1.303560467	1715	< 0.1%
-1.303214087	515	< 0.1%
-1.302867707	1078	< 0.1%
-1.302521327	483	< 0.1%
-1.302174947	822	< 0.1%
-1.301828567	229	< 0.1%
-1.301482187	1578	< 0.1%
-1.301135806	287	< 0.1%

Value	Count	Frequency (%)
2.159201084	21	< 0.1%
2.158854704	156	< 0.1%
2.158508323	108	< 0.1%
2.158161943	113	< 0.1%
2.157815563	124	< 0.1%
2.157469183	132	< 0.1%
2.157122803	178	< 0.1%
2.156776423	88	< 0.1%
2.156430043	233	< 0.1%
2.156083663	186	< 0.1%

Severity
Categorical

Uniform

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	26.8 MiB

2	878098
1	878098
3	878098
4	878098

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	3512392
Distinct characters	4
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	2
2nd row	2
3rd row	2
4th row	2
5th row	2

Common Values

Value	Count	Frequency (%)
2	878098	25.0%
1	878098	25.0%
3	878098	25.0%
4	878098	25.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
2	878098	25.0%
1	878098	25.0%
3	878098	25.0%
4	878098	25.0%

Most occurring characters

Value	Count	Frequency (%)
2	878098	25.0%
1	878098	25.0%
3	878098	25.0%
4	878098	25.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	3512392	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
2	878098	25.0%
1	878098	25.0%
3	878098	25.0%
4	878098	25.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	3512392	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
2	878098	25.0%
1	878098	25.0%
3	878098	25.0%
4	878098	25.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	3512392	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
2	878098	25.0%
1	878098	25.0%
3	878098	25.0%
4	878098	25.0%

	Amenity	Civil_Twilight	Crossing	Distance(mi)	Duration_Seconds	Give_Way	Humidity(%)	Junction	No_Exit	Pressure(in)	Railway	Severity	Stop	Temperature(F)	Traffic_Calming	Traffic_Signal	Visibility(mi)	Weather_Condition	Wind_Direction	Wind_Speed(mph)	cluster
Amenity	1.000	0.014	0.122	0.000	0.001	0.010	0.011	0.009	0.022	0.013	0.057	0.043	0.038	0.009	0.050	0.078	0.002	0.013	0.014	0.000	0.013
Civil_Twilight	0.014	1.000	0.067	0.003	0.013	0.010	0.250	0.016	0.007	0.012	0.009	0.273	0.013	0.263	0.003	0.088	0.017	0.123	0.141	0.002	0.030
Crossing	0.122	0.067	1.000	0.002	0.006	0.058	0.213	0.046	0.050	0.082	0.129	0.167	0.088	0.119	0.033	0.513	0.005	0.073	0.037	0.002	0.025
Distance(mi)	0.000	0.003	0.002	1.000	0.393	0.000	0.041	0.002	0.002	0.035	0.000	0.006	0.000	-0.212	0.004	0.004	-0.069	-0.021	-0.035	0.021	-0.029
Duration_Seconds	0.001	0.013	0.006	0.393	1.000	0.000	0.005	0.006	0.000	-0.059	0.002	0.022	0.002	-0.099	0.000	0.008	-0.032	-0.032	-0.029	-0.028	-0.032
Give_Way	0.010	0.010	0.058	0.000	0.000	1.000	0.005	0.000	0.011	0.006	0.004	0.027	0.036	0.005	0.004	0.057	0.007	0.011	0.005	0.000	0.013
Humidity(%)	0.011	0.250	0.213	0.041	0.005	0.005	1.000	0.017	0.008	0.120	0.009	0.092	0.013	-0.336	0.003	0.212	-0.469	0.076	-0.235	-0.241	-0.001
Junction	0.009	0.016	0.046	0.002	0.006	0.000	0.017	1.000	0.004	0.054	0.008	0.168	0.009	0.034	0.002	0.061	0.009	0.049	0.041	0.000	0.015
No_Exit	0.022	0.007	0.050	0.002	0.000	0.011	0.008	0.004	1.000	0.005	0.006	0.018	0.025	0.003	0.033	0.026	0.012	0.006	0.006	0.000	0.007
Pressure(in)	0.013	0.012	0.082	0.035	-0.059	0.006	0.120	0.054	0.005	1.000	0.010	0.104	0.001	-0.112	0.005	0.094	0.025	0.017	-0.107	0.017	-0.055
Railway	0.057	0.009	0.129	0.000	0.002	0.004	0.009	0.008	0.006	0.010	1.000	0.035	0.012	0.005	0.004	0.046	0.003	0.008	0.020	0.000	0.019
Severity	0.043	0.273	0.167	0.006	0.022	0.027	0.092	0.168	0.018	0.104	0.035	1.000	0.065	0.170	0.014	0.213	0.018	0.148	0.084	0.001	0.065
Stop	0.038	0.013	0.088	0.000	0.002	0.036	0.013	0.009	0.025	0.001	0.012	0.065	1.000	0.013	0.020	0.017	0.004	0.015	0.019	0.000	0.011
Temperature(F)	0.009	0.263	0.119	-0.212	-0.099	0.005	-0.336	0.034	0.003	-0.112	0.005	0.170	0.013	1.000	0.002	0.128	0.232	0.073	0.133	0.059	-0.005
Traffic_Calming	0.050	0.003	0.033	0.004	0.000	0.004	0.003	0.002	0.033	0.005	0.004	0.014	0.020	0.002	1.000	0.008	0.008	0.004	0.006	0.000	0.007
Traffic_Signal	0.078	0.088	0.513	0.004	0.008	0.057	0.212	0.061	0.026	0.094	0.046	0.213	0.017	0.128	0.008	1.000	0.006	0.074	0.035	0.001	0.051
Visibility(mi)	0.002	0.017	0.005	-0.069	-0.032	0.007	-0.469	0.009	0.012	0.025	0.003	0.018	0.004	0.232	0.008	0.006	1.000	-0.111	0.117	0.065	-0.011
Weather_Condition	0.013	0.123	0.073	-0.021	-0.032	0.011	0.076	0.049	0.006	0.017	0.008	0.148	0.015	0.073	0.004	0.074	-0.111	1.000	0.054	0.116	0.005
Wind_Direction	0.014	0.141	0.037	-0.035	-0.029	0.005	-0.235	0.041	0.006	-0.107	0.020	0.084	0.019	0.133	0.006	0.035	0.117	0.054	1.000	0.324	0.008
Wind_Speed(mph)	0.000	0.002	0.002	0.021	-0.028	0.000	-0.241	0.000	0.000	0.017	0.000	0.001	0.000	0.059	0.000	0.001	0.065	0.116	0.324	1.000	0.014
cluster	0.013	0.030	0.025	-0.029	-0.032	0.013	-0.001	0.015	0.007	-0.055	0.019	0.065	0.011	-0.005	0.007	0.051	-0.011	0.005	0.008	0.014	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

	Distance(mi)	Temperature(F)	Humidity(%)	Pressure(in)	Visibility(mi)	Wind_Direction	Wind_Speed(mph)	Weather_Condition	Amenity	Crossing	Give_Way	Junction	No_Exit	Railway	Stop	Traffic_Calming	Traffic_Signal	Civil_Twilight	Duration_Seconds	cluster	Severity
0	-0.226773	1.026859	0.391748	0.445725	0.33595	-1.082175	-0.341841	-0.956781	-0.063212	-0.264254	-0.044405	-0.217566	-0.030856	-0.061178	-0.094128	-0.018868	-0.335554	0.713970	-0.026396	-1.154617	2
1	0.817947	1.872758	-1.289945	0.303162	0.33595	0.830854	0.512094	-0.736646	-0.063212	-0.264254	-0.044405	-0.217566	-0.030856	-0.061178	-0.094128	-0.018868	-0.335554	0.713970	-0.033148	-0.770482	2
2	-0.301816	1.026859	-0.404843	0.191147	0.33595	-0.890872	0.298610	-0.956781	-0.063212	3.784243	-0.044405	-0.217566	-0.030856	-0.061178	-0.094128	-0.018868	-0.335554	0.713970	-0.030607	-0.066984	2
3	2.161858	0.801286	0.480258	-0.104163	0.33595	-1.464781	-1.622742	-0.736646	-0.063212	-0.264254	-0.044405	-0.217566	-0.030856	-0.061178	-0.094128	-0.018868	-0.335554	-1.400619	-0.019765	0.364952	2
4	-0.292497	-0.157400	-1.511220	0.404993	0.33595	-0.699569	-0.982292	-0.736646	-0.063212	3.784243	-0.044405	-0.217566	-0.030856	-0.061178	-0.094128	-0.018868	-0.335554	0.713970	-0.025454	-1.191333	2
5	-0.311626	0.632106	-0.360588	0.506824	0.33595	1.596066	-0.128357	-0.736646	-0.063212	-0.264254	-0.044405	-0.217566	-0.030856	-0.061178	-0.094128	-0.018868	-0.335554	0.713970	-0.032872	0.510432	2
6	-0.311626	0.519319	0.170472	0.170781	0.33595	1.022157	0.939061	1.162018	-0.063212	-0.264254	-0.044405	-0.217566	-0.030856	-0.061178	-0.094128	-0.018868	2.980144	0.713970	-0.031847	1.509392	2
7	-0.293478	-1.510839	-0.758884	0.934515	0.33595	-0.316963	-0.982292	-0.736646	-0.063212	-0.264254	-0.044405	-0.217566	-0.030856	-0.061178	-0.094128	-0.018868	-0.335554	0.713970	-0.029707	1.154353	2
8	-0.311626	0.857679	-0.139313	0.415176	0.33595	1.213460	-0.384538	1.162018	-0.063212	-0.264254	-0.044405	-0.217566	-0.030856	-0.061178	-0.094128	-0.018868	-0.335554	0.713970	-0.033891	-1.207267	2
9	-0.300835	0.462926	-1.378455	-3.647891	0.33595	1.213460	-0.982292	-0.736646	-0.063212	-0.264254	-0.044405	-0.217566	-0.030856	-0.061178	-0.094128	-0.018868	-0.335554	0.713970	-0.031900	1.320615	2

	Distance(mi)	Temperature(F)	Humidity(%)	Pressure(in)	Visibility(mi)	Wind_Direction	Wind_Speed(mph)	Weather_Condition	Amenity	Crossing	Give_Way	Junction	No_Exit	Railway	Stop	Traffic_Calming	Traffic_Signal	Civil_Twilight	Duration_Seconds	cluster	Severity
3512382	0.054090	0.448430	1.542379	-0.320633	0.226189	-1.464781	-1.604450	-0.736646	-0.063212	-0.264254	-0.044405	-0.217566	-0.030856	-0.061178	-0.094128	-0.018868	-0.335554	-1.400619	-0.033948	-0.925313	4
3512383	0.566713	-1.827414	0.504798	-1.061505	0.335950	-0.125660	0.512094	-0.956781	-0.063212	-0.264254	-0.044405	-0.217566	-0.030856	-0.061178	-0.094128	-0.018868	-0.335554	-1.400619	-0.028793	-0.822092	4
3512384	0.798187	-0.471467	-0.734683	0.168645	0.335950	1.404763	0.514481	-0.736646	-0.063212	-0.264254	-0.044405	-0.217566	-0.030856	-0.061178	-0.094128	-0.018868	-0.335554	0.713970	-0.027780	0.019958	4
3512385	-0.159026	-0.610784	0.929632	0.146691	0.335950	-1.273478	-1.487318	-0.791680	-0.063212	-0.264254	-0.044405	-0.217566	-0.030856	-0.061178	-0.094128	-0.018868	-0.335554	0.713970	-0.027065	0.069144	4
3512386	0.022008	-0.452557	1.221708	0.350660	0.335950	-0.508266	0.070570	-0.984298	-0.063212	-0.264254	-0.044405	-0.217566	-0.030856	-0.061178	-0.094128	-0.018868	-0.335554	-1.400619	-0.011570	-0.636086	4
3512387	1.298817	-1.743508	-0.157833	0.827094	0.335950	-1.464781	0.017984	-0.984298	-0.063212	-0.264254	-0.044405	-0.217566	-0.030856	-0.061178	-0.094128	-0.018868	-0.335554	-1.400619	-0.011570	1.446005	4
3512388	1.867429	0.768680	0.606362	-1.573816	-1.971040	0.448248	0.668904	1.987524	-0.063212	-0.264254	-0.044405	-0.217566	-0.030856	-0.061178	-0.094128	-0.018868	-0.335554	0.713970	-0.024489	-0.875781	4
3512389	0.109063	-0.310644	-0.459202	-0.515916	0.335950	1.022157	0.503971	-0.901748	-0.063212	-0.264254	-0.044405	-0.217566	-0.030856	-0.061178	-0.094128	-0.018868	-0.335554	0.713970	-0.027563	1.267272	4
3512390	0.200890	0.203726	0.469374	-0.474489	0.335950	-0.316963	-0.281907	-0.736646	-0.063212	-0.264254	-0.044405	-0.217566	-0.030856	-0.061178	-0.094128	-0.018868	-0.335554	-1.400619	-0.033943	-1.248486	4
3512391	-0.081688	-0.161625	1.442927	0.377036	-2.298026	-0.699569	-0.044823	1.189535	-0.063212	-0.264254	-0.044405	-0.217566	-0.030856	-0.061178	-0.094128	-0.018868	-0.335554	-1.400619	-0.011570	0.604647	4

Most frequently occurring

	Distance(mi)	Temperature(F)	Humidity(%)	Pressure(in)	Visibility(mi)	Wind_Direction	Wind_Speed(mph)	Weather_Condition	Amenity	Crossing	Give_Way	Junction	No_Exit	Railway	Stop	Traffic_Calming	Traffic_Signal	Civil_Twilight	Duration_Seconds	cluster	Severity	# duplicates
56	-0.311626	0.632106	-1.245689	0.150415	0.335950	-0.699569	-0.128357	-0.736646	-0.063212	-0.264254	-0.044405	-0.217566	-0.030856	-0.061178	-0.094128	-0.018868	-0.335554	0.713970	-0.033523	-0.684926	1	29
27	-0.311626	-0.270187	0.790043	0.608655	0.335950	0.830854	0.512094	-0.956781	-0.063212	3.784243	-0.044405	-0.217566	-0.030856	-0.061178	-0.094128	-0.018868	2.980144	0.713970	-0.034871	1.726572	1	15
76	-0.311626	1.139645	-0.537609	0.527190	0.335950	-1.082175	-0.555324	-0.736646	-0.063212	-0.264254	-0.044405	-0.217566	-0.030856	-0.061178	-0.094128	-0.018868	-0.335554	0.713970	-0.034871	-1.260956	1	15
59	-0.311626	0.744892	-1.688240	-2.415733	0.335950	1.022157	2.646930	-0.736646	-0.063212	3.784243	-0.044405	-0.217566	-0.030856	-0.061178	10.623792	-0.018868	2.980144	-1.400619	-0.032845	-0.243291	1	14
106	-0.301816	-0.721333	0.922808	0.425359	0.335950	0.639551	0.085126	-0.736646	-0.063212	-0.264254	-0.044405	-0.217566	-0.030856	-0.061178	-0.094128	-0.018868	-0.335554	-1.400619	-0.033523	-0.783298	1	14
984	-0.089439	0.632106	1.055573	0.313345	0.335950	-1.464781	-1.622742	-0.736646	-0.063212	-0.264254	-0.044405	-0.217566	-0.030856	-0.061178	-0.094128	-0.018868	-0.335554	-1.400619	-0.033523	0.884176	1	13
11	-0.311626	-0.664940	0.657278	0.506824	-1.770922	1.022157	0.298610	-0.956781	-0.063212	-0.264254	-0.044405	-0.217566	-0.030856	-0.061178	-0.094128	-0.018868	-0.335554	0.713970	-0.034871	-0.221123	1	12
12	-0.311626	-0.664940	1.542379	0.191147	-3.772451	-1.464781	-1.622742	-0.681613	-0.063212	3.784243	-0.044405	-0.217566	-0.030856	-0.061178	-0.094128	-0.018868	-0.335554	-1.400619	-0.033881	-0.727184	1	12
77	-0.311626	1.139645	-0.095058	0.557740	0.335950	-0.508266	0.298610	-0.736646	-0.063212	-0.264254	-0.044405	-0.217566	-0.030856	-0.061178	-0.094128	-0.018868	-0.335554	0.713970	-0.033523	1.686046	1	12
84	-0.311626	1.703578	-2.617596	-0.888264	0.335950	-1.464781	-1.622742	-0.736646	-0.063212	3.784243	-0.044405	-0.217566	-0.030856	-0.061178	-0.094128	-0.018868	2.980144	0.713970	-0.031832	-0.543256	1	12

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Dash Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Dash Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Dash Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Dash Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Dash Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)